Overview
Brought to you by YData
Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 66004 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 4021 |
| Duplicate rows (%) | 6.1% |
| Total size in memory | 25.2 MiB |
| Average record size in memory | 400.6 B |
Variable types
| Text | 1 |
|---|---|
| Categorical | 4 |
| Numeric | 9 |
| Dataset has 4021 (6.1%) duplicate rows | Duplicates |
birth_state is highly overall correlated with population_2010_x and 9 other fields | High correlation |
population_2010_x is highly overall correlated with birth_state and 8 other fields | High correlation |
population_2011_x is highly overall correlated with birth_state and 8 other fields | High correlation |
population_2012_x is highly overall correlated with birth_state and 8 other fields | High correlation |
population_2013_x is highly overall correlated with birth_state and 8 other fields | High correlation |
population_2014_x is highly overall correlated with birth_state and 8 other fields | High correlation |
population_2015_x is highly overall correlated with birth_state and 8 other fields | High correlation |
population_2016 is highly overall correlated with birth_state and 2 other fields | High correlation |
population_2017 is highly overall correlated with birth_state and 8 other fields | High correlation |
position is highly overall correlated with birth_state and 10 other fields | High correlation |
state_name is highly overall correlated with birth_state and 9 other fields | High correlation |
team is highly overall correlated with position | High correlation |
population_2016.1 is highly skewed (γ1 = 38.54508518) | Skewed |
Reproduction
| Analysis started | 2024-12-11 11:22:57.274114 |
|---|---|
| Analysis finished | 2024-12-11 11:23:09.756907 |
| Duration | 12.48 seconds |
| Software version | ydata-profiling vv4.12.1 |
| Download configuration | config.json |
Variables
player_name
Text
| Distinct | 115 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.4 MiB |
Length
| Max length | 21 |
|---|---|
| Median length | 18 |
| Mean length | 13.058193 |
| Min length | 8 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Devin McCourty |
|---|---|
| 2nd row | Devin McCourty |
| 3rd row | Devin McCourty |
| 4th row | Devin McCourty |
| 5th row | Devin McCourty |
| Value | Count | Frequency (%) |
| johnson | 2591 | 1.9% |
| james | 2359 | 1.8% |
| brandon | 1898 | 1.4% |
| allen | 1647 | 1.2% |
| butler | 1515 | 1.1% |
| joe | 1417 | 1.1% |
| eric | 1345 | 1.0% |
| jones | 1324 | 1.0% |
| vincent | 1297 | 1.0% |
| elliott | 1297 | 1.0% |
| Other values (199) | 116964 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 85867 | 10.0% |
| n | 71254 | 8.3% |
| a | 70545 | 8.2% |
| 67650 | 7.8% | |
| o | 55806 | 6.5% |
| r | 53408 | 6.2% |
| l | 52112 | 6.0% |
| i | 47906 | 5.6% |
| s | 38376 | 4.5% |
| t | 35187 | 4.1% |
| Other values (41) | 283782 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 861893 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 85867 | 10.0% |
| n | 71254 | 8.3% |
| a | 70545 | 8.2% |
| 67650 | 7.8% | |
| o | 55806 | 6.5% |
| r | 53408 | 6.2% |
| l | 52112 | 6.0% |
| i | 47906 | 5.6% |
| s | 38376 | 4.5% |
| t | 35187 | 4.1% |
| Other values (41) | 283782 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 861893 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 85867 | 10.0% |
| n | 71254 | 8.3% |
| a | 70545 | 8.2% |
| 67650 | 7.8% | |
| o | 55806 | 6.5% |
| r | 53408 | 6.2% |
| l | 52112 | 6.0% |
| i | 47906 | 5.6% |
| s | 38376 | 4.5% |
| t | 35187 | 4.1% |
| Other values (41) | 283782 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 861893 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 85867 | 10.0% |
| n | 71254 | 8.3% |
| a | 70545 | 8.2% |
| 67650 | 7.8% | |
| o | 55806 | 6.5% |
| r | 53408 | 6.2% |
| l | 52112 | 6.0% |
| i | 47906 | 5.6% |
| s | 38376 | 4.5% |
| t | 35187 | 4.1% |
| Other values (41) | 283782 |
position
Categorical
High correlation
| Distinct | 45 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.9 MiB |
| WR | |
|---|---|
| TE | |
| T/LOT | 3719 |
| DT/RDT | 3697 |
| QB | 3669 |
| Other values (40) |
Length
| Max length | 11 |
|---|---|
| Median length | 9 |
| Mean length | 4.5657687 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | S/FS |
|---|---|
| 2nd row | S/FS |
| 3rd row | S/FS |
| 4th row | S/FS |
| 5th row | S/FS |
Common Values
| Value | Count | Frequency (%) |
| WR | 6031 | 9.1% |
| TE | 4446 | 6.7% |
| T/LOT | 3719 | 5.6% |
| DT/RDT | 3697 | 5.6% |
| QB | 3669 | 5.6% |
| RB | 3410 | 5.2% |
| CB/LCB | 2945 | 4.5% |
| T/ROT | 2434 | 3.7% |
| DE/RDE | 2147 | 3.3% |
| LB/MLB | 2021 | 3.1% |
| Other values (35) | 31485 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| wr | 6031 | 9.1% |
| te | 4446 | 6.7% |
| t/lot | 3719 | 5.6% |
| dt/rdt | 3697 | 5.6% |
| qb | 3669 | 5.6% |
| rb | 3410 | 5.2% |
| cb/lcb | 2945 | 4.5% |
| t/rot | 2434 | 3.7% |
| de/rde | 2147 | 3.3% |
| lb/mlb | 2021 | 3.1% |
| Other values (35) | 31485 |
Most occurring characters
| Value | Count | Frequency (%) |
| / | 49686 | |
| R | 34088 | |
| B | 33735 | |
| T | 32448 | |
| L | 30632 | |
| D | 23975 | |
| E | 15306 | 5.1% |
| C | 13704 | 4.5% |
| O | 12124 | 4.0% |
| S | 10418 | 3.5% |
| Other values (8) | 45243 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 301359 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| / | 49686 | |
| R | 34088 | |
| B | 33735 | |
| T | 32448 | |
| L | 30632 | |
| D | 23975 | |
| E | 15306 | 5.1% |
| C | 13704 | 4.5% |
| O | 12124 | 4.0% |
| S | 10418 | 3.5% |
| Other values (8) | 45243 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 301359 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| / | 49686 | |
| R | 34088 | |
| B | 33735 | |
| T | 32448 | |
| L | 30632 | |
| D | 23975 | |
| E | 15306 | 5.1% |
| C | 13704 | 4.5% |
| O | 12124 | 4.0% |
| S | 10418 | 3.5% |
| Other values (8) | 45243 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 301359 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| / | 49686 | |
| R | 34088 | |
| B | 33735 | |
| T | 32448 | |
| L | 30632 | |
| D | 23975 | |
| E | 15306 | 5.1% |
| C | 13704 | 4.5% |
| O | 12124 | 4.0% |
| S | 10418 | 3.5% |
| Other values (8) | 45243 |
birth_state
Categorical
High correlation
| Distinct | 32 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 MiB |
| Texas | |
|---|---|
| Ohio | |
| California | |
| Florida | |
| Illinois | |
| Other values (27) |
Length
| Max length | 14 |
|---|---|
| Median length | 11 |
| Mean length | 7.2703018 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | New York |
|---|---|
| 2nd row | New York |
| 3rd row | New York |
| 4th row | New York |
| 5th row | New York |
Common Values
| Value | Count | Frequency (%) |
| Texas | 17038 | |
| Ohio | 8415 | |
| California | 7230 | |
| Florida | 5330 | 8.1% |
| Illinois | 3891 | 5.9% |
| Pennsylvania | 3042 | 4.6% |
| New York | 3040 | 4.6% |
| New Jersey | 2268 | 3.4% |
| North Carolina | 2212 | 3.4% |
| Georgia | 2152 | 3.3% |
| Other values (22) | 11386 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| texas | 17038 | |
| ohio | 8415 | |
| california | 7230 | |
| new | 5413 | 7.3% |
| florida | 5330 | 7.2% |
| illinois | 3891 | 5.2% |
| pennsylvania | 3042 | 4.1% |
| york | 3040 | 4.1% |
| carolina | 2752 | 3.7% |
| jersey | 2268 | 3.0% |
| Other values (24) | 16061 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 62965 | |
| i | 54078 | |
| o | 42034 | 8.8% |
| e | 36658 | 7.6% |
| s | 35387 | 7.4% |
| n | 31832 | 6.6% |
| l | 28071 | 5.8% |
| r | 26799 | 5.6% |
| T | 17726 | 3.7% |
| x | 17143 | 3.6% |
| Other values (34) | 127176 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 479869 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 62965 | |
| i | 54078 | |
| o | 42034 | 8.8% |
| e | 36658 | 7.6% |
| s | 35387 | 7.4% |
| n | 31832 | 6.6% |
| l | 28071 | 5.8% |
| r | 26799 | 5.6% |
| T | 17726 | 3.7% |
| x | 17143 | 3.6% |
| Other values (34) | 127176 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 479869 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 62965 | |
| i | 54078 | |
| o | 42034 | 8.8% |
| e | 36658 | 7.6% |
| s | 35387 | 7.4% |
| n | 31832 | 6.6% |
| l | 28071 | 5.8% |
| r | 26799 | 5.6% |
| T | 17726 | 3.7% |
| x | 17143 | 3.6% |
| Other values (34) | 127176 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 479869 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 62965 | |
| i | 54078 | |
| o | 42034 | 8.8% |
| e | 36658 | 7.6% |
| s | 35387 | 7.4% |
| n | 31832 | 6.6% |
| l | 28071 | 5.8% |
| r | 26799 | 5.6% |
| T | 17726 | 3.7% |
| x | 17143 | 3.6% |
| Other values (34) | 127176 |
team
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.3 MiB |
| New England | |
|---|---|
| Philadelphia |
Length
| Max length | 12 |
|---|---|
| Median length | 11 |
| Mean length | 11.459881 |
| Min length | 11 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | New England |
|---|---|
| 2nd row | New England |
| 3rd row | New England |
| 4th row | New England |
| 5th row | New England |
Common Values
| Value | Count | Frequency (%) |
| New England | 35650 | |
| Philadelphia | 30354 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| new | 35650 | |
| england | 35650 | |
| philadelphia | 30354 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 96358 | |
| l | 96358 | |
| n | 71300 | |
| d | 66004 | |
| e | 66004 | |
| h | 60708 | |
| i | 60708 | |
| 35650 | 4.7% | |
| w | 35650 | 4.7% |
| N | 35650 | 4.7% |
| Other values (4) | 132008 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 756398 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 96358 | |
| l | 96358 | |
| n | 71300 | |
| d | 66004 | |
| e | 66004 | |
| h | 60708 | |
| i | 60708 | |
| 35650 | 4.7% | |
| w | 35650 | 4.7% |
| N | 35650 | 4.7% |
| Other values (4) | 132008 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 756398 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 96358 | |
| l | 96358 | |
| n | 71300 | |
| d | 66004 | |
| e | 66004 | |
| h | 60708 | |
| i | 60708 | |
| 35650 | 4.7% | |
| w | 35650 | 4.7% |
| N | 35650 | 4.7% |
| Other values (4) | 132008 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 756398 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 96358 | |
| l | 96358 | |
| n | 71300 | |
| d | 66004 | |
| e | 66004 | |
| h | 60708 | |
| i | 60708 | |
| 35650 | 4.7% | |
| w | 35650 | 4.7% |
| N | 35650 | 4.7% |
| Other values (4) | 132008 |
population_2016
Real number (ℝ)
High correlation
| Distinct | 107 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 245756.45 |
| Minimum | 235 |
|---|---|
| Maximum | 2704958 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 515.8 KiB |
Quantile statistics
| Minimum | 235 |
|---|---|
| 5-th percentile | 4551 |
| Q1 | 28350 |
| median | 72937 |
| Q3 | 256902 |
| 95-th percentile | 947890 |
| Maximum | 2704958 |
| Range | 2704723 |
| Interquartile range (IQR) | 228552 |
Descriptive statistics
| Standard deviation | 492720.57 |
|---|---|
| Coefficient of variation (CV) | 2.0049141 |
| Kurtosis | 14.997631 |
| Mean | 245756.45 |
| Median Absolute Deviation (MAD) | 57327 |
| Skewness | 3.84474 |
| Sum | 1.6220908 × 1010 |
| Variance | 2.4277356 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 385809 | 2805 | 4.2% |
| 25071 | 1297 | 2.0% |
| 2704958 | 1297 | 2.0% |
| 15610 | 1297 | 2.0% |
| 55427 | 1217 | 1.8% |
| 286057 | 1217 | 1.8% |
| 108373 | 1217 | 1.8% |
| 28350 | 1217 | 1.8% |
| 2303482 | 1217 | 1.8% |
| 39457 | 1217 | 1.8% |
| Other values (97) | 52006 |
| Value | Count | Frequency (%) |
| 235 | 57 | 0.1% |
| 1026 | 1217 | |
| 1997 | 270 | 0.4% |
| 2853 | 410 | 0.6% |
| 4115 | 410 | 0.6% |
| 4551 | 944 | |
| 4731 | 324 | 0.5% |
| 5084 | 1014 | |
| 5236 | 608 | |
| 6391 | 553 |
| Value | Count | Frequency (%) |
| 2704958 | 1297 | |
| 2303482 | 1217 | |
| 1615017 | 91 | 0.1% |
| 947890 | 1217 | |
| 693060 | 271 | 0.4% |
| 672795 | 533 | |
| 660388 | 344 | 0.5% |
| 632912 | 19 | < 0.1% |
| 595047 | 600 | |
| 559277 | 105 | 0.2% |
state_name
Categorical
High correlation
| Distinct | 32 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 MiB |
| Texas | |
|---|---|
| Ohio | |
| California | |
| Florida | |
| Illinois | |
| Other values (27) |
Length
| Max length | 14 |
|---|---|
| Median length | 11 |
| Mean length | 7.2703018 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | New York |
|---|---|
| 2nd row | New York |
| 3rd row | New York |
| 4th row | New York |
| 5th row | New York |
Common Values
| Value | Count | Frequency (%) |
| Texas | 17038 | |
| Ohio | 8415 | |
| California | 7230 | |
| Florida | 5330 | 8.1% |
| Illinois | 3891 | 5.9% |
| Pennsylvania | 3042 | 4.6% |
| New York | 3040 | 4.6% |
| New Jersey | 2268 | 3.4% |
| North Carolina | 2212 | 3.4% |
| Georgia | 2152 | 3.3% |
| Other values (22) | 11386 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| texas | 17038 | |
| ohio | 8415 | |
| california | 7230 | |
| new | 5413 | 7.3% |
| florida | 5330 | 7.2% |
| illinois | 3891 | 5.2% |
| pennsylvania | 3042 | 4.1% |
| york | 3040 | 4.1% |
| carolina | 2752 | 3.7% |
| jersey | 2268 | 3.0% |
| Other values (24) | 16061 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 62965 | |
| i | 54078 | |
| o | 42034 | 8.8% |
| e | 36658 | 7.6% |
| s | 35387 | 7.4% |
| n | 31832 | 6.6% |
| l | 28071 | 5.8% |
| r | 26799 | 5.6% |
| T | 17726 | 3.7% |
| x | 17143 | 3.6% |
| Other values (34) | 127176 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 479869 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 62965 | |
| i | 54078 | |
| o | 42034 | 8.8% |
| e | 36658 | 7.6% |
| s | 35387 | 7.4% |
| n | 31832 | 6.6% |
| l | 28071 | 5.8% |
| r | 26799 | 5.6% |
| T | 17726 | 3.7% |
| x | 17143 | 3.6% |
| Other values (34) | 127176 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 479869 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 62965 | |
| i | 54078 | |
| o | 42034 | 8.8% |
| e | 36658 | 7.6% |
| s | 35387 | 7.4% |
| n | 31832 | 6.6% |
| l | 28071 | 5.8% |
| r | 26799 | 5.6% |
| T | 17726 | 3.7% |
| x | 17143 | 3.6% |
| Other values (34) | 127176 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 479869 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 62965 | |
| i | 54078 | |
| o | 42034 | 8.8% |
| e | 36658 | 7.6% |
| s | 35387 | 7.4% |
| n | 31832 | 6.6% |
| l | 28071 | 5.8% |
| r | 26799 | 5.6% |
| T | 17726 | 3.7% |
| x | 17143 | 3.6% |
| Other values (34) | 127176 |
population_2010_x
Real number (ℝ)
High correlation
| Distinct | 32 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17603908 |
| Minimum | 816227 |
|---|---|
| Maximum | 37327690 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 515.8 KiB |
Quantile statistics
| Minimum | 816227 |
|---|---|
| 5-th percentile | 3050223 |
| Q1 | 9712696 |
| median | 12841196 |
| Q3 | 25241648 |
| 95-th percentile | 37327690 |
| Maximum | 37327690 |
| Range | 36511463 |
| Interquartile range (IQR) | 15528952 |
Descriptive statistics
| Standard deviation | 10050310 |
|---|---|
| Coefficient of variation (CV) | 0.57091359 |
| Kurtosis | -0.69212456 |
| Mean | 17603908 |
| Median Absolute Deviation (MAD) | 7053097 |
| Skewness | 0.45989061 |
| Sum | 1.1619283 × 1012 |
| Variance | 1.0100874 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 25241648 | 17038 | |
| 11539282 | 8415 | |
| 37327690 | 7230 | |
| 18846461 | 5330 | 8.1% |
| 12841196 | 3891 | 5.9% |
| 12711063 | 3042 | 4.6% |
| 19405185 | 3040 | 4.6% |
| 8803708 | 2268 | 3.4% |
| 9574247 | 2212 | 3.4% |
| 9712696 | 2152 | 3.3% |
| Other values (22) | 11386 |
| Value | Count | Frequency (%) |
| 816227 | 311 | 0.5% |
| 899712 | 114 | 0.2% |
| 990507 | 129 | 0.2% |
| 1363817 | 2 | < 0.1% |
| 2064607 | 105 | 0.2% |
| 2702797 | 57 | 0.1% |
| 2858403 | 627 | 0.9% |
| 2970437 | 894 | |
| 3050223 | 1888 | |
| 3837073 | 482 | 0.7% |
| Value | Count | Frequency (%) |
| 37327690 | 7230 | |
| 25241648 | 17038 | |
| 19405185 | 3040 | 4.6% |
| 18846461 | 5330 | 8.1% |
| 12841196 | 3891 | 5.9% |
| 12711063 | 3042 | 4.6% |
| 11539282 | 8415 | |
| 9876731 | 1066 | 1.6% |
| 9712696 | 2152 | 3.3% |
| 9574247 | 2212 | 3.4% |
population_2011_x
Real number (ℝ)
High correlation
| Distinct | 32 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17786455 |
| Minimum | 823338 |
|---|---|
| Maximum | 37672654 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 515.8 KiB |
Quantile statistics
| Minimum | 823338 |
|---|---|
| 5-th percentile | 3063690 |
| Q1 | 9810595 |
| median | 12862298 |
| Q3 | 25644424 |
| 95-th percentile | 37672654 |
| Maximum | 37672654 |
| Range | 36849316 |
| Interquartile range (IQR) | 15833829 |
Descriptive statistics
| Standard deviation | 10194499 |
|---|---|
| Coefficient of variation (CV) | 0.57316084 |
| Kurtosis | -0.73004829 |
| Mean | 17786455 |
| Median Absolute Deviation (MAD) | 7019183 |
| Skewness | 0.45100702 |
| Sum | 1.1739772 × 1012 |
| Variance | 1.0392782 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 25644424 | 17038 | |
| 11543332 | 8415 | |
| 37672654 | 7230 | |
| 19097369 | 5330 | 8.1% |
| 12862298 | 3891 | 5.9% |
| 12742811 | 3042 | 4.6% |
| 19526372 | 3040 | 4.6% |
| 8844694 | 2268 | 3.4% |
| 9662940 | 2212 | 3.4% |
| 9810595 | 2152 | 3.3% |
| Other values (22) | 11386 |
| Value | Count | Frequency (%) |
| 823338 | 311 | 0.5% |
| 907884 | 114 | 0.2% |
| 996866 | 129 | 0.2% |
| 1378323 | 2 | < 0.1% |
| 2077744 | 105 | 0.2% |
| 2718170 | 57 | 0.1% |
| 2868756 | 627 | 0.9% |
| 2977452 | 894 | |
| 3063690 | 1888 | |
| 3865845 | 482 | 0.7% |
| Value | Count | Frequency (%) |
| 37672654 | 7230 | |
| 25644424 | 17038 | |
| 19526372 | 3040 | 4.6% |
| 19097369 | 5330 | 8.1% |
| 12862298 | 3891 | 5.9% |
| 12742811 | 3042 | 4.6% |
| 11543332 | 8415 | |
| 9876199 | 1066 | 1.6% |
| 9810595 | 2152 | 3.3% |
| 9662940 | 2212 | 3.4% |
population_2012_x
Real number (ℝ)
High correlation
| Distinct | 32 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17975337 |
| Minimum | 832576 |
|---|---|
| Maximum | 38019006 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 515.8 KiB |
Quantile statistics
| Minimum | 832576 |
|---|---|
| 5-th percentile | 3074386 |
| Q1 | 9911171 |
| median | 12878494 |
| Q3 | 26078327 |
| 95-th percentile | 38019006 |
| Maximum | 38019006 |
| Range | 37186430 |
| Interquartile range (IQR) | 16167156 |
Descriptive statistics
| Standard deviation | 10345755 |
|---|---|
| Coefficient of variation (CV) | 0.57555278 |
| Kurtosis | -0.77125311 |
| Mean | 17975337 |
| Median Absolute Deviation (MAD) | 6986814 |
| Skewness | 0.44147466 |
| Sum | 1.1864441 × 1012 |
| Variance | 1.0703465 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 26078327 | 17038 | |
| 11546969 | 8415 | |
| 38019006 | 7230 | |
| 19341327 | 5330 | 8.1% |
| 12878494 | 3891 | 5.9% |
| 12768034 | 3042 | 4.6% |
| 19625409 | 3040 | 4.6% |
| 8882095 | 2268 | 3.4% |
| 9755299 | 2212 | 3.4% |
| 9911171 | 2152 | 3.3% |
| Other values (22) | 11386 |
| Value | Count | Frequency (%) |
| 832576 | 311 | 0.5% |
| 916868 | 114 | 0.2% |
| 1003522 | 129 | 0.2% |
| 1392772 | 2 | < 0.1% |
| 2083590 | 105 | 0.2% |
| 2752410 | 57 | 0.1% |
| 2885316 | 627 | 0.9% |
| 2982963 | 894 | |
| 3074386 | 1888 | |
| 3893920 | 482 | 0.7% |
| Value | Count | Frequency (%) |
| 38019006 | 7230 | |
| 26078327 | 17038 | |
| 19625409 | 3040 | 4.6% |
| 19341327 | 5330 | 8.1% |
| 12878494 | 3891 | 5.9% |
| 12768034 | 3042 | 4.6% |
| 11546969 | 8415 | |
| 9911171 | 2152 | 3.3% |
| 9886610 | 1066 | 1.6% |
| 9755299 | 2212 | 3.4% |
population_2013_x
Real number (ℝ)
High correlation
| Distinct | 32 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18153189 |
| Minimum | 842513 |
|---|---|
| Maximum | 38347383 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 515.8 KiB |
Quantile statistics
| Minimum | 842513 |
|---|---|
| 5-th percentile | 3089876 |
| Q1 | 9981773 |
| median | 12890403 |
| Q3 | 26479279 |
| 95-th percentile | 38347383 |
| Maximum | 38347383 |
| Range | 37504870 |
| Interquartile range (IQR) | 16497506 |
Descriptive statistics
| Standard deviation | 10487390 |
|---|---|
| Coefficient of variation (CV) | 0.57771611 |
| Kurtosis | -0.80702641 |
| Mean | 18153189 |
| Median Absolute Deviation (MAD) | 6957749 |
| Skewness | 0.43318273 |
| Sum | 1.1981831 × 1012 |
| Variance | 1.0998534 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 26479279 | 17038 | |
| 11567845 | 8415 | |
| 38347383 | 7230 | |
| 19584927 | 5330 | 8.1% |
| 12890403 | 3891 | 5.9% |
| 12778450 | 3042 | 4.6% |
| 19712514 | 3040 | 4.6% |
| 8913735 | 2268 | 3.4% |
| 9849812 | 2212 | 3.4% |
| 9981773 | 2152 | 3.3% |
| Other values (22) | 11386 |
| Value | Count | Frequency (%) |
| 842513 | 311 | 0.5% |
| 925114 | 114 | 0.2% |
| 1011921 | 129 | 0.2% |
| 1408038 | 2 | < 0.1% |
| 2085161 | 105 | 0.2% |
| 2786547 | 57 | 0.1% |
| 2892900 | 627 | 0.9% |
| 2987721 | 894 | |
| 3089876 | 1888 | |
| 3919664 | 482 | 0.7% |
| Value | Count | Frequency (%) |
| 38347383 | 7230 | |
| 26479279 | 17038 | |
| 19712514 | 3040 | 4.6% |
| 19584927 | 5330 | 8.1% |
| 12890403 | 3891 | 5.9% |
| 12778450 | 3042 | 4.6% |
| 11567845 | 8415 | |
| 9981773 | 2152 | 3.3% |
| 9899219 | 1066 | 1.6% |
| 9849812 | 2212 | 3.4% |
population_2014_x
Real number (ℝ)
High correlation
| Distinct | 32 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18357965 |
| Minimum | 849455 |
|---|---|
| Maximum | 38701278 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 515.8 KiB |
Quantile statistics
| Minimum | 849455 |
|---|---|
| 5-th percentile | 3105563 |
| Q1 | 10083850 |
| median | 12882438 |
| Q3 | 26954436 |
| 95-th percentile | 38701278 |
| Maximum | 38701278 |
| Range | 37851823 |
| Interquartile range (IQR) | 16870586 |
Descriptive statistics
| Standard deviation | 10650426 |
|---|---|
| Coefficient of variation (CV) | 0.58015287 |
| Kurtosis | -0.85162923 |
| Mean | 18357965 |
| Median Absolute Deviation (MAD) | 7015309 |
| Skewness | 0.42182571 |
| Sum | 1.2116991 × 1012 |
| Variance | 1.1343157 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 26954436 | 17038 | |
| 11593741 | 8415 | |
| 38701278 | 7230 | |
| 19897747 | 5330 | 8.1% |
| 12882438 | 3891 | 5.9% |
| 12790341 | 3042 | 4.6% |
| 19773580 | 3040 | 4.6% |
| 8943010 | 2268 | 3.4% |
| 9941160 | 2212 | 3.4% |
| 10083850 | 2152 | 3.3% |
| Other values (22) | 11386 |
| Value | Count | Frequency (%) |
| 849455 | 311 | 0.5% |
| 934805 | 114 | 0.2% |
| 1019931 | 129 | 0.2% |
| 1417710 | 2 | < 0.1% |
| 2083207 | 105 | 0.2% |
| 2831730 | 57 | 0.1% |
| 2899553 | 627 | 0.9% |
| 2988578 | 894 | |
| 3105563 | 1888 | |
| 3960673 | 482 | 0.7% |
| Value | Count | Frequency (%) |
| 38701278 | 7230 | |
| 26954436 | 17038 | |
| 19897747 | 5330 | 8.1% |
| 19773580 | 3040 | 4.6% |
| 12882438 | 3891 | 5.9% |
| 12790341 | 3042 | 4.6% |
| 11593741 | 8415 | |
| 10083850 | 2152 | 3.3% |
| 9941160 | 2212 | 3.4% |
| 9914675 | 1066 | 1.6% |
population_2015_x
Real number (ℝ)
High correlation
| Distinct | 32 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18567909 |
| Minimum | 854036 |
|---|---|
| Maximum | 39032444 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 515.8 KiB |
Quantile statistics
| Minimum | 854036 |
|---|---|
| 5-th percentile | 3118473 |
| Q1 | 10199533 |
| median | 12862051 |
| Q3 | 27454880 |
| 95-th percentile | 39032444 |
| Maximum | 39032444 |
| Range | 38178408 |
| Interquartile range (IQR) | 17255347 |
Descriptive statistics
| Standard deviation | 10817653 |
|---|---|
| Coefficient of variation (CV) | 0.58259941 |
| Kurtosis | -0.90196392 |
| Mean | 18567909 |
| Median Absolute Deviation (MAD) | 7406516 |
| Skewness | 0.40777946 |
| Sum | 1.2255562 × 1012 |
| Variance | 1.1702161 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 27454880 | 17038 | |
| 11606027 | 8415 | |
| 39032444 | 7230 | |
| 20268567 | 5330 | 8.1% |
| 12862051 | 3891 | 5.9% |
| 12791124 | 3042 | 4.6% |
| 19819347 | 3040 | 4.6% |
| 8960001 | 2268 | 3.4% |
| 10041769 | 2212 | 3.4% |
| 10199533 | 2152 | 3.3% |
| Other values (22) | 11386 |
| Value | Count | Frequency (%) |
| 854036 | 311 | 0.5% |
| 944107 | 114 | 0.2% |
| 1028317 | 129 | 0.2% |
| 1426320 | 2 | < 0.1% |
| 2082264 | 105 | 0.2% |
| 2883057 | 57 | 0.1% |
| 2905789 | 627 | 0.9% |
| 2985297 | 894 | |
| 3118473 | 1888 | |
| 4016537 | 482 | 0.7% |
| Value | Count | Frequency (%) |
| 39032444 | 7230 | |
| 27454880 | 17038 | |
| 20268567 | 5330 | 8.1% |
| 19819347 | 3040 | 4.6% |
| 12862051 | 3891 | 5.9% |
| 12791124 | 3042 | 4.6% |
| 11606027 | 8415 | |
| 10199533 | 2152 | 3.3% |
| 10041769 | 2212 | 3.4% |
| 9918170 | 1066 | 1.6% |
population_2017
Real number (ℝ)
High correlation
| Distinct | 32 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18932326 |
| Minimum | 869666 |
|---|---|
| Maximum | 39536653 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 515.8 KiB |
Quantile statistics
| Minimum | 869666 |
|---|---|
| 5-th percentile | 3145711 |
| Q1 | 10429379 |
| median | 12805537 |
| Q3 | 28304596 |
| 95-th percentile | 39536653 |
| Maximum | 39536653 |
| Range | 38666987 |
| Interquartile range (IQR) | 17875217 |
Descriptive statistics
| Standard deviation | 11086232 |
|---|---|
| Coefficient of variation (CV) | 0.58557157 |
| Kurtosis | -0.98643778 |
| Mean | 18932326 |
| Median Absolute Deviation (MAD) | 8178863 |
| Skewness | 0.38165191 |
| Sum | 1.2496093 × 1012 |
| Variance | 1.2290454 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 28304596 | 17038 | |
| 11658609 | 8415 | |
| 39536653 | 7230 | |
| 20984400 | 5330 | 8.1% |
| 12802023 | 3891 | 5.9% |
| 12805537 | 3042 | 4.6% |
| 19849399 | 3040 | 4.6% |
| 9005644 | 2268 | 3.4% |
| 10273419 | 2212 | 3.4% |
| 10429379 | 2152 | 3.3% |
| Other values (22) | 11386 |
| Value | Count | Frequency (%) |
| 869666 | 311 | 0.5% |
| 961939 | 114 | 0.2% |
| 1050493 | 129 | 0.2% |
| 1427538 | 2 | < 0.1% |
| 2088070 | 105 | 0.2% |
| 2913123 | 627 | 0.9% |
| 2984100 | 894 | |
| 2998039 | 57 | 0.1% |
| 3145711 | 1888 | |
| 4142776 | 482 | 0.7% |
| Value | Count | Frequency (%) |
| 39536653 | 7230 | |
| 28304596 | 17038 | |
| 20984400 | 5330 | 8.1% |
| 19849399 | 3040 | 4.6% |
| 12805537 | 3042 | 4.6% |
| 12802023 | 3891 | 5.9% |
| 11658609 | 8415 | |
| 10429379 | 2152 | 3.3% |
| 10273419 | 2212 | 3.4% |
| 9962311 | 1066 | 1.6% |
population_2016.1
Real number (ℝ)
Skewed
| Distinct | 7064 |
|---|---|
| Distinct (%) | 10.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19033.853 |
| Minimum | 0 |
|---|---|
| Maximum | 8537673 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 515.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 158 |
| Q1 | 639 |
| median | 2241 |
| Q3 | 10393 |
| 95-th percentile | 75536 |
| Maximum | 8537673 |
| Range | 8537673 |
| Interquartile range (IQR) | 9754 |
Descriptive statistics
| Standard deviation | 120622.87 |
|---|---|
| Coefficient of variation (CV) | 6.3372804 |
| Kurtosis | 2201.3177 |
| Mean | 19033.853 |
| Median Absolute Deviation (MAD) | 1960 |
| Skewness | 38.545085 |
| Sum | 1.2563104 × 109 |
| Variance | 1.4549876 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 137 | 93 | 0.1% |
| 336 | 81 | 0.1% |
| 199 | 79 | 0.1% |
| 244 | 79 | 0.1% |
| 281 | 75 | 0.1% |
| 230 | 71 | 0.1% |
| 221 | 71 | 0.1% |
| 383 | 70 | 0.1% |
| 122 | 68 | 0.1% |
| 220 | 64 | 0.1% |
| Other values (7054) | 65253 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 10 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 4 | < 0.1% |
| 8 | 3 | < 0.1% |
| 9 | 2 | < 0.1% |
| 10 | 6 | < 0.1% |
| 11 | 25 |
| Value | Count | Frequency (%) |
| 8537673 | 5 | < 0.1% |
| 3976322 | 15 | |
| 2704958 | 3 | < 0.1% |
| 2303482 | 14 | |
| 1615017 | 1 | < 0.1% |
| 1567872 | 3 | < 0.1% |
| 1492510 | 14 | |
| 1406630 | 15 | |
| 1317929 | 14 | |
| 1025350 | 15 |
Interactions
Correlations
| birth_state | population_2010_x | population_2011_x | population_2012_x | population_2013_x | population_2014_x | population_2015_x | population_2016 | population_2016.1 | population_2017 | position | state_name | team | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| birth_state | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.624 | 0.030 | 1.000 | 0.607 | 1.000 | 0.357 |
| population_2010_x | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.997 | 0.997 | 0.114 | 0.301 | 0.995 | 0.699 | 1.000 | 0.177 |
| population_2011_x | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.997 | 0.997 | 0.114 | 0.301 | 0.995 | 0.699 | 1.000 | 0.177 |
| population_2012_x | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.997 | 0.997 | 0.112 | 0.301 | 0.995 | 0.699 | 1.000 | 0.177 |
| population_2013_x | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.997 | 0.997 | 0.112 | 0.301 | 0.995 | 0.699 | 1.000 | 0.177 |
| population_2014_x | 1.000 | 0.997 | 0.997 | 0.997 | 0.997 | 1.000 | 1.000 | 0.111 | 0.307 | 0.998 | 0.699 | 1.000 | 0.177 |
| population_2015_x | 1.000 | 0.997 | 0.997 | 0.997 | 0.997 | 1.000 | 1.000 | 0.111 | 0.307 | 0.998 | 0.705 | 1.000 | 0.176 |
| population_2016 | 0.624 | 0.114 | 0.114 | 0.112 | 0.112 | 0.111 | 0.111 | 1.000 | 0.073 | 0.110 | 0.650 | 0.624 | 0.301 |
| population_2016.1 | 0.030 | 0.301 | 0.301 | 0.301 | 0.301 | 0.307 | 0.307 | 0.073 | 1.000 | 0.307 | 0.000 | 0.030 | 0.000 |
| population_2017 | 1.000 | 0.995 | 0.995 | 0.995 | 0.995 | 0.998 | 0.998 | 0.110 | 0.307 | 1.000 | 0.705 | 1.000 | 0.176 |
| position | 0.607 | 0.699 | 0.699 | 0.699 | 0.699 | 0.699 | 0.705 | 0.650 | 0.000 | 0.705 | 1.000 | 0.607 | 0.524 |
| state_name | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.624 | 0.030 | 1.000 | 0.607 | 1.000 | 0.357 |
| team | 0.357 | 0.177 | 0.177 | 0.177 | 0.177 | 0.177 | 0.176 | 0.301 | 0.000 | 0.176 | 0.524 | 0.357 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| player_name | position | birth_state | team | population_2016 | state_name | population_2010_x | population_2011_x | population_2012_x | population_2013_x | population_2014_x | population_2015_x | population_2017 | population_2016.1 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Devin McCourty | S/FS | New York | New England | 18377 | New York | 19405185 | 19526372 | 19625409 | 19712514 | 19773580 | 19819347 | 19849399 | 1769 |
| 1 | Devin McCourty | S/FS | New York | New England | 18377 | New York | 19405185 | 19526372 | 19625409 | 19712514 | 19773580 | 19819347 | 19849399 | 1702 |
| 2 | Devin McCourty | S/FS | New York | New England | 18377 | New York | 19405185 | 19526372 | 19625409 | 19712514 | 19773580 | 19819347 | 19849399 | 809 |
| 3 | Devin McCourty | S/FS | New York | New England | 18377 | New York | 19405185 | 19526372 | 19625409 | 19712514 | 19773580 | 19819347 | 19849399 | 8856 |
| 4 | Devin McCourty | S/FS | New York | New England | 18377 | New York | 19405185 | 19526372 | 19625409 | 19712514 | 19773580 | 19819347 | 19849399 | 2854 |
| 5 | Devin McCourty | S/FS | New York | New England | 18377 | New York | 19405185 | 19526372 | 19625409 | 19712514 | 19773580 | 19819347 | 19849399 | 98111 |
| 6 | Devin McCourty | S/FS | New York | New England | 18377 | New York | 19405185 | 19526372 | 19625409 | 19712514 | 19773580 | 19819347 | 19849399 | 5962 |
| 7 | Devin McCourty | S/FS | New York | New England | 18377 | New York | 19405185 | 19526372 | 19625409 | 19712514 | 19773580 | 19819347 | 19849399 | 2573 |
| 8 | Devin McCourty | S/FS | New York | New England | 18377 | New York | 19405185 | 19526372 | 19625409 | 19712514 | 19773580 | 19819347 | 19849399 | 499 |
| 9 | Devin McCourty | S/FS | New York | New England | 18377 | New York | 19405185 | 19526372 | 19625409 | 19712514 | 19773580 | 19819347 | 19849399 | 1063 |
| player_name | position | birth_state | team | population_2016 | state_name | population_2010_x | population_2011_x | population_2012_x | population_2013_x | population_2014_x | population_2015_x | population_2017 | population_2016.1 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65994 | Donnie Jones | P/HLD | Louisiana | Philadelphia | 227715 | Louisiana | 4544871 | 4574388 | 4602681 | 4626795 | 4648797 | 4671211 | 4684333 | 574 |
| 65995 | Donnie Jones | P/HLD | Louisiana | Philadelphia | 227715 | Louisiana | 4544871 | 4574388 | 4602681 | 4626795 | 4648797 | 4671211 | 4684333 | 4495 |
| 65996 | Donnie Jones | P/HLD | Louisiana | Philadelphia | 227715 | Louisiana | 4544871 | 4574388 | 4602681 | 4626795 | 4648797 | 4671211 | 4684333 | 4732 |
| 65997 | Donnie Jones | P/HLD | Louisiana | Philadelphia | 227715 | Louisiana | 4544871 | 4574388 | 4602681 | 4626795 | 4648797 | 4671211 | 4684333 | 926 |
| 65998 | Donnie Jones | P/HLD | Louisiana | Philadelphia | 227715 | Louisiana | 4544871 | 4574388 | 4602681 | 4626795 | 4648797 | 4671211 | 4684333 | 1109 |
| 65999 | Donnie Jones | P/HLD | Louisiana | Philadelphia | 227715 | Louisiana | 4544871 | 4574388 | 4602681 | 4626795 | 4648797 | 4671211 | 4684333 | 12709 |
| 66000 | Donnie Jones | P/HLD | Louisiana | Philadelphia | 227715 | Louisiana | 4544871 | 4574388 | 4602681 | 4626795 | 4648797 | 4671211 | 4684333 | 16760 |
| 66001 | Donnie Jones | P/HLD | Louisiana | Philadelphia | 227715 | Louisiana | 4544871 | 4574388 | 4602681 | 4626795 | 4648797 | 4671211 | 4684333 | 1950 |
| 66002 | Kamu Grugier-Hill | LB/SPTM/RLB | Hawaii | Philadelphia | 351792 | Hawaii | 1363817 | 1378323 | 1392772 | 1408038 | 1417710 | 1426320 | 1427538 | 351792 |
| 66003 | Isaac Seumalo | G/ROG | Hawaii | Philadelphia | 351792 | Hawaii | 1363817 | 1378323 | 1392772 | 1408038 | 1417710 | 1426320 | 1427538 | 351792 |
Duplicate rows
Most frequently occurring
| player_name | position | birth_state | team | population_2016 | state_name | population_2010_x | population_2011_x | population_2012_x | population_2013_x | population_2014_x | population_2015_x | population_2017 | population_2016.1 | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | Beau Allen | DT/RDT | Minnesota | Philadelphia | 52369 | Minnesota | 5310711 | 5345967 | 5377695 | 5416074 | 5452649 | 5483238 | 5576606 | 106 | 5 |
| 636 | Cole Croston | T/LOG | Iowa | New England | 4551 | Iowa | 3050223 | 3063690 | 3074386 | 3089876 | 3105563 | 3118473 | 3145711 | 81 | 5 |
| 647 | Cole Croston | T/LOG | Iowa | New England | 4551 | Iowa | 3050223 | 3063690 | 3074386 | 3089876 | 3105563 | 3118473 | 3145711 | 106 | 5 |
| 672 | Cole Croston | T/LOG | Iowa | New England | 4551 | Iowa | 3050223 | 3063690 | 3074386 | 3089876 | 3105563 | 3118473 | 3145711 | 157 | 5 |
| 949 | Darren Sproles | RB | Iowa | Philadelphia | 67934 | Iowa | 3050223 | 3063690 | 3074386 | 3089876 | 3105563 | 3118473 | 3145711 | 81 | 5 |
| 960 | Darren Sproles | RB | Iowa | Philadelphia | 67934 | Iowa | 3050223 | 3063690 | 3074386 | 3089876 | 3105563 | 3118473 | 3145711 | 106 | 5 |
| 985 | Darren Sproles | RB | Iowa | Philadelphia | 67934 | Iowa | 3050223 | 3063690 | 3074386 | 3089876 | 3105563 | 3118473 | 3145711 | 157 | 5 |
| 21 | Adam Butler | DT/RDT | Texas | New England | 39457 | Texas | 25241648 | 25644424 | 26078327 | 26479279 | 26954436 | 27454880 | 28304596 | 336 | 4 |
| 95 | Beau Allen | DT/RDT | Minnesota | Philadelphia | 52369 | Minnesota | 5310711 | 5345967 | 5377695 | 5416074 | 5452649 | 5483238 | 5576606 | 44 | 4 |
| 100 | Beau Allen | DT/RDT | Minnesota | Philadelphia | 52369 | Minnesota | 5310711 | 5345967 | 5377695 | 5416074 | 5452649 | 5483238 | 5576606 | 58 | 4 |